Information Systems and Applications, incl. Internet/Web, and HCI
cover

Advances in Intelligent Data Analysis XIX

19th International Symposium on Intelligent Data Analysis, IDA 2021, Porto, Portugal, April 26–28, 2021, Proceedings

Editors: Abreu, P.H., Rodrigues, P.P., Fernández Hilario, A., Gama, J. (Eds.)

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  • ISBN 978-3-030-74251-5
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About this book

This book constitutes the proceedings of the 19th International Symposium on Intelligent Data Analysis, IDA 2021, which was planned to take place in Porto, Portugal. Due to the COVID-19 pandemic the conference was held online during April 26-28, 2021.

The 35 papers included in this book were carefully reviewed and selected from 113 submissions. The papers were organized in topical sections named: modeling with neural networks; modeling with statistical learning; modeling language and graphs; and modeling special data formats.

Table of contents (35 chapters)

Table of contents (35 chapters)
  • Hyperspherical Weight Uncertainty in Neural Networks

    Pages 3-11

    Ghoshal, Biraja (et al.)

  • Partially Monotonic Learning for Neural Networks

    Pages 12-23

    Trindade, Joana (et al.)

  • Multiple-manifold Generation with an Ensemble GAN and Learned Noise Prior

    Pages 24-36

    Amodio, Matthew (et al.)

  • Simple, Efficient and Convenient Decentralized Multi-task Learning for Neural Networks

    Pages 37-49

    Bouchra Pilet, Amaury (et al.)

  • Deep Hybrid Neural Networks with Improved Weighted Word Embeddings for Sentiment Analysis

    Pages 50-62

    Othman, Rania (et al.)

Buy this book

eBook 60,98 €
price for China (P.R.) (gross)
  • ISBN 978-3-030-74251-5
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover 73,99 €
price for China (P.R.) (gross)
  • ISBN 978-3-030-74250-8
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
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Bibliographic Information

Bibliographic Information
Book Title
Advances in Intelligent Data Analysis XIX
Book Subtitle
19th International Symposium on Intelligent Data Analysis, IDA 2021, Porto, Portugal, April 26–28, 2021, Proceedings
Editors
  • Pedro Henriques Abreu
  • Pedro Pereira Rodrigues
  • Alberto Fernández Hilario
  • João Gama
Series Title
Information Systems and Applications, incl. Internet/Web, and HCI
Series Volume
12695
Copyright
2021
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-74251-5
DOI
10.1007/978-3-030-74251-5
Softcover ISBN
978-3-030-74250-8
Edition Number
1
Number of Pages
XVI, 454
Number of Illustrations
31 b/w illustrations, 107 illustrations in colour
Topics